Math Problem Statement

Can you solve and explain the question

Determine the causal signal x(n) having the z-transform X(z) = 1 / ((1 + z^(-1))(1 - z^(-1))^2)

Solution

The problem asks to determine the causal signal x(n)x(n) given the z-transform X(z)X(z), which is expressed as:

X(z)=1(1+z1)(1z1)2X(z) = \frac{1}{(1 + z^{-1})(1 - z^{-1})^2}

The solution involves expanding X(z)X(z) into terms of positive powers of zz, which is a necessary step to recover the causal signal.

Step 1: Rewriting X(z)X(z)

First, we rewrite X(z)X(z) in terms of positive powers of zz. The given transform is:

X(z)=1(1+z1)(1z1)2X(z) = \frac{1}{(1 + z^{-1})(1 - z^{-1})^2}

Multiplying both the numerator and denominator by z3z^3 (to eliminate negative powers of zz):

X(z)=z3(z+1)(z1)2X(z) = \frac{z^3}{(z+1)(z-1)^2}

Now, X(z)X(z) is expressed as:

X(z)=z3(z+1)(z1)2X(z) = \frac{z^3}{(z+1)(z-1)^2}

Step 2: Partial Fraction Expansion

Next, we expand this rational function into partial fractions:

z3(z+1)(z1)2=A1z+1+A2z1+A3(z1)2\frac{z^3}{(z+1)(z-1)^2} = \frac{A_1}{z+1} + \frac{A_2}{z-1} + \frac{A_3}{(z-1)^2}

Where A1A_1, A2A_2, and A3A_3 are constants that we will solve for.

Step 3: Solving for Coefficients

  • A1A_1: To find A1A_1, multiply both sides of the partial fraction expansion by (z+1)(z+1) and evaluate at z=1z = -1:

A1=(z+1)2F(z)z=1=z3(z1)2z=1=(1)3((1)1)2=14=14A_1 = (z+1)^2 F(z) \Big|_{z=-1} = \frac{z^3}{(z-1)^2} \Big|_{z=-1} = \frac{(-1)^3}{((-1)-1)^2} = \frac{-1}{4} = \frac{1}{4}

  • A3A_3: To find A3A_3, multiply both sides by (z1)2(z-1)^2 and evaluate at z=1z = 1:

A3=(z1)2F(z)z=1=z3z+1z=1=131+1=12A_3 = (z-1)^2 F(z) \Big|_{z=1} = \frac{z^3}{z+1} \Big|_{z=1} = \frac{1^3}{1+1} = \frac{1}{2}

  • A2A_2: To find A2A_2, differentiate the equation and solve at z=1z = 1:
= \frac{(z+1)(2z) - z^2(1)}{(z+1)^2} \Big|_{z=1} = \frac{2(1+1) - 1^2}{(1+1)^2} = \frac{3}{4}$$ ### Step 4: Final Expression for $$F(z)$$ Substituting $$A_1$$, $$A_2$$, and $$A_3$$ into the partial fraction expansion: $$F(z) = \frac{1}{4(z+1)} + \frac{3}{4(z-1)} + \frac{1}{2(z-1)^2}$$ Thus, the expression for $$X(z)$$ in terms of partial fractions is complete. ### Step 5: Inverse z-Transform Now we take the inverse z-transform of each term: - $$\frac{1}{4(z+1)}$$ corresponds to $$\left( -\frac{1}{4}(-1)^n u(n) \right)$$ - $$\frac{3}{4(z-1)}$$ corresponds to $$\frac{3}{4} u(n)$$ - $$\frac{1}{2(z-1)^2}$$ corresponds to $$\frac{n}{2} u(n)$$ Thus, combining these terms gives the time-domain sequence $$x(n)$$: $$x(n) = \left( -\frac{1}{4}(-1)^n + \frac{3}{4} + \frac{n}{2} \right) u(n)$$ Where $$u(n)$$ is the unit step function. --- Would you like further details on this process or a specific part of the explanation? Here are five related questions: 1. What is the significance of expanding in terms of positive powers of $$z$$ for causal signals? 2. How does partial fraction decomposition help in finding the inverse z-transform? 3. What is the unit step function $$u(n)$$ and why is it used here? 4. How can you check if a given $$X(z)$$ represents a causal signal? 5. Can this method be generalized to higher-order poles in the z-transform? **Tip:** The inverse z-transform is essential to recover the time-domain signal from its z-transform representation, especially in discrete-time signal processing.

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Math Problem Analysis

Mathematical Concepts

z-Transform
Partial Fraction Expansion
Inverse z-Transform
Causal Signals

Formulas

X(z) = 1 / ((1 + z^(-1))(1 - z^(-1))^2)
Partial Fraction Expansion: X(z) = A1 / (z+1) + A2 / (z-1) + A3 / (z-1)^2
Inverse z-Transform Formula for Time-Domain Sequences

Theorems

Inverse z-Transform Theorem
Partial Fraction Decomposition

Suitable Grade Level

Undergraduate Level